Overview

Dataset info

Number of variables66
Number of observations10441
Missing cells20575 (3.0%)
Duplicate rows0 (0.0%)
Total size in memory5.3 MiB
Average record size in memory528.0 B

Variables types

Numeric33
Categorical5
Boolean0
Date0
URL0
Text (Unique)0
Rejected28
Unsupported0

Warnings

birth_date only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
birth_date has a high cardinality: 4927 distinct values Warning
cam is highly correlated with ball_control (ρ = 0.9204210677) Rejected
cb has 1126 (10.8%) missing values Missing
cdm is highly correlated with cb (ρ = 0.9287949074) Rejected
cf is highly correlated with cam (ρ = 0.9862773808) Rejected
cm is highly correlated with cam (ρ = 0.9009847667) Rejected
def is highly correlated with cb (ρ = 0.9774510258) Rejected
dri is highly correlated with cf (ρ = 0.9389363787) Rejected
dribbling is highly correlated with cf (ρ = 0.908920841) Rejected
gk is highly correlated with dri (ρ = 0.9297790821) Rejected
gk_diving is highly correlated with gk (ρ = 0.9239505615) Rejected
gk_handling is highly correlated with gk_diving (ρ = 0.9687924343) Rejected
gk_kicking is highly correlated with gk_handling (ρ = 0.9635615636) Rejected
gk_positioning is highly correlated with gk_kicking (ρ = 0.9626664497) Rejected
gk_reflexes is highly correlated with gk_positioning (ρ = 0.9687002122) Rejected
interceptions is highly correlated with cb (ρ = 0.9410440952) Rejected
lb is highly correlated with def (ρ = 0.9052169427) Rejected
lw is highly correlated with dribbling (ρ = 0.9334524142) Rejected
marking is highly correlated with interceptions (ρ = 0.9262551512) Rejected
pac is highly correlated with gk (ρ = 0.9239505615) Rejected
pas is highly correlated with cm (ρ = 0.9558262172) Rejected
phy is highly correlated with gk (ρ = 0.9228801567) Rejected
rb is highly correlated with lb (ρ = 1) Rejected
rw is highly correlated with lw (ρ = 1) Rejected
sho is highly correlated with gk (ρ = 0.9055390158) Rejected
short_passing is highly correlated with cm (ρ = 0.9160526795) Rejected
sliding_tackle is highly correlated with marking (ρ = 0.9596663866) Rejected
sprint_speed is highly correlated with acceleration (ρ = 0.9123358357) Rejected
st is highly correlated with sho (ρ = 0.9430216235) Rejected
standing_tackle is highly correlated with sliding_tackle (ρ = 0.9710228304) Rejected

Variables

acceleration
Numeric

Distinct count85
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean64.92730581
Minimum12
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile35
Q157
Median68
Q375
95-th percentile85
Maximum96
Range84
Interquartile range18

Descriptive statistics

Standard deviation14.62432441
Coef of variation0.2252415101
Kurtosis0.4175967558
Mean64.92730581
MAD11.38767142
Skewness-0.7830707205
Sum677906
Variance213.8708645
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[12. 15.5 27.5 31.5 34.5 ... 79.5 86.5 91.5 93.5 96. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
68 461 4.4%
 
67 383 3.7%
 
69 370 3.5%
 
74 367 3.5%
 
76 339 3.2%
 
72 339 3.2%
 
66 329 3.2%
 
75 328 3.1%
 
73 320 3.1%
 
65 315 3.0%
 
Other values (75) 6890 66.0%
 

Minimum 5 values

ValueCountFrequency (%) 
12 1 < 0.1%
 
13 1 < 0.1%
 
14 2 < 0.1%
 
15 4 < 0.1%
 
16 7 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 4 < 0.1%
 
94 10 0.1%
 
93 27 0.3%
 
92 28 0.3%
 

age
Numeric

Distinct count4927
Unique (%)47.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean26.08898901
Minimum17.26849315
Maximum44.99178082
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum17.26849315
5-th percentile19.46575342
Q122.46849315
Median25.81643836
Q329.43287671
95-th percentile33.90958904
Maximum44.99178082
Range27.72328767
Interquartile range6.964383562

Descriptive statistics

Standard deviation4.544989643
Coef of variation0.1742110299
Kurtosis-0.5733572801
Mean26.08898901
MAD3.767608475
Skewness0.3479287214
Sum272395.1342
Variance20.65693086
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[17.26849315 17.74520548 18.49178082 19.53561644 20.62328767 ... 33.86575342 34.99178082 37.21917808 39.02465753 44.99178082], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
29.86027397 141 1.4%
 
25.85753425 141 1.4%
 
33.8630137 127 1.2%
 
21.9890411 10 0.1%
 
23.89589041 10 0.1%
 
21.01369863 10 0.1%
 
27.78630137 9 0.1%
 
22.96438356 8 0.1%
 
21.00821918 8 0.1%
 
21.96712329 8 0.1%
 
Other values (4917) 9969 95.5%
 

Minimum 5 values

ValueCountFrequency (%) 
17.26849315 1 < 0.1%
 
17.35068493 1 < 0.1%
 
17.36712329 1 < 0.1%
 
17.37260274 1 < 0.1%
 
17.41917808 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
44.99178082 1 < 0.1%
 
42.16438356 1 < 0.1%
 
41.0109589 1 < 0.1%
 
40.23835616 1 < 0.1%
 
40.17260274 1 < 0.1%
 

aggression
Numeric

Distinct count84
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean56.19729911
Minimum11
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum11
5-th percentile24
Q144
Median59
Q370
95-th percentile81
Maximum94
Range83
Interquartile range26

Descriptive statistics

Standard deviation17.28440698
Coef of variation0.3075665067
Kurtosis-0.6586917961
Mean56.19729911
MAD14.34907247
Skewness-0.4062745996
Sum586756
Variance298.7507245
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[11. 15.5 18.5 25.5 30.5 ... 82.5 85.5 88.5 90.5 94. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
70 319 3.1%
 
68 292 2.8%
 
65 278 2.7%
 
59 254 2.4%
 
67 253 2.4%
 
60 250 2.4%
 
62 242 2.3%
 
69 241 2.3%
 
64 238 2.3%
 
58 232 2.2%
 
Other values (74) 7842 75.1%
 

Minimum 5 values

ValueCountFrequency (%) 
11 1 < 0.1%
 
12 3 < 0.1%
 
13 8 0.1%
 
14 2 < 0.1%
 
15 11 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 4 < 0.1%
 
93 6 0.1%
 
92 5 < 0.1%
 
91 8 0.1%
 
90 19 0.2%
 

agility
Numeric

Distinct count83
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean63.61133991
Minimum14
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum14
5-th percentile34
Q156
Median66
Q374
95-th percentile84
Maximum96
Range82
Interquartile range18

Descriptive statistics

Standard deviation14.55798558
Coef of variation0.2288583388
Kurtosis-0.07751399177
Mean63.61133991
MAD11.59206709
Skewness-0.5905084361
Sum664166
Variance211.9349442
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[14. 20.5 27.5 29.5 31.5 ... 82.5 85.5 91.5 93.5 96. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
72 358 3.4%
 
73 348 3.3%
 
70 333 3.2%
 
71 332 3.2%
 
68 307 2.9%
 
65 300 2.9%
 
69 298 2.9%
 
64 296 2.8%
 
75 292 2.8%
 
58 281 2.7%
 
Other values (73) 7296 69.9%
 

Minimum 5 values

ValueCountFrequency (%) 
14 1 < 0.1%
 
15 1 < 0.1%
 
16 2 < 0.1%
 
17 1 < 0.1%
 
18 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 2 < 0.1%
 
94 2 < 0.1%
 
93 17 0.2%
 
92 30 0.3%
 

balance
Numeric

Distinct count81
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean63.96877694
Minimum15
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum15
5-th percentile38
Q156
Median66
Q374
95-th percentile84
Maximum95
Range80
Interquartile range18

Descriptive statistics

Standard deviation13.92604929
Coef of variation0.2177007277
Kurtosis0.04948412681
Mean63.96877694
MAD11.03479605
Skewness-0.5405344006
Sum667898
Variance193.9348488
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[15. 20.5 27.5 31.5 39.5 ... 83.5 86.5 91.5 93.5 95. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
68 359 3.4%
 
65 344 3.3%
 
72 338 3.2%
 
70 331 3.2%
 
64 320 3.1%
 
67 320 3.1%
 
66 315 3.0%
 
71 307 2.9%
 
74 303 2.9%
 
69 300 2.9%
 
Other values (71) 7204 69.0%
 

Minimum 5 values

ValueCountFrequency (%) 
15 1 < 0.1%
 
16 2 < 0.1%
 
17 1 < 0.1%
 
18 1 < 0.1%
 
19 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 3 < 0.1%
 
94 9 0.1%
 
93 24 0.2%
 
92 31 0.3%
 
91 45 0.4%
 

ball_control
Numeric

Distinct count84
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean58.55416148
Minimum8
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum8
5-th percentile19
Q154
Median63
Q369
95-th percentile77
Maximum94
Range86
Interquartile range15

Descriptive statistics

Standard deviation16.51208666
Coef of variation0.2819968085
Kurtosis1.043136392
Mean58.55416148
MAD12.2429049
Skewness-1.281227552
Sum611364
Variance272.6490059
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 8. 9.5 11.5 14.5 24.5 ... 80.5 82.5 85.5 88.5 94. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
65 443 4.2%
 
66 436 4.2%
 
68 428 4.1%
 
63 424 4.1%
 
64 415 4.0%
 
67 414 4.0%
 
62 395 3.8%
 
70 382 3.7%
 
61 344 3.3%
 
60 342 3.3%
 
Other values (74) 6418 61.5%
 

Minimum 5 values

ValueCountFrequency (%) 
8 4 < 0.1%
 
9 3 < 0.1%
 
10 16 0.2%
 
11 23 0.2%
 
12 44 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
90 2 < 0.1%
 
89 1 < 0.1%
 
88 6 0.1%
 
87 12 0.1%
 

birth_date
Categorical

Distinct count4927
Unique (%)47.2%
Missing (%)0.0%
Missing (n)0
1988-02-29
 
141
1992-02-29
 
141
1984-02-29
 
127
Other values (4924)
10032
ValueCountFrequency (%) 
1988-02-29 141 1.4%
 
1992-02-29 141 1.4%
 
1984-02-29 127 1.2%
 
1994-02-14 10 0.1%
 
1997-01-01 10 0.1%
 
1996-01-11 10 0.1%
 
1990-03-27 9 0.1%
 
1993-07-12 8 0.1%
 
1992-02-12 8 0.1%
 
1993-03-05 8 0.1%
 
Other values (4917) 9969 95.5%
 
Max length10
Mean length10
Min length10
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

cam
Highly correlated

This variable is highly correlated with ball_control and should be ignored for analysis

Correlation0.9204210677

cb
Numeric

Distinct count62
Unique (%)0.6%
Missing (%)10.8%
Missing (n)1126
Infinite (%)0.0%
Infinite (n)0
Mean55.80257649
Minimum25
Maximum86
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum25
5-th percentile35
Q146
Median58
Q365
95-th percentile73
Maximum86
Range61
Interquartile range19

Descriptive statistics

Standard deviation12.07123094
Coef of variation0.2163203154
Kurtosis-0.9344109841
Mean55.80257649
MAD10.34185238
Skewness-0.2437118067
Sum519801
Variance145.7146165
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
63 353 3.4%
 
64 352 3.4%
 
65 343 3.3%
 
62 315 3.0%
 
66 313 3.0%
 
67 307 2.9%
 
68 297 2.8%
 
61 293 2.8%
 
60 279 2.7%
 
59 253 2.4%
 
Other values (51) 6210 59.5%
 
(Missing) 1126 10.8%
 

Minimum 5 values

ValueCountFrequency (%) 
25 2 < 0.1%
 
27 5 < 0.1%
 
28 5 < 0.1%
 
29 18 0.2%
 
30 26 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
86 2 < 0.1%
 
85 2 < 0.1%
 
84 3 < 0.1%
 
83 4 < 0.1%
 
82 9 0.1%
 

cdm
Highly correlated

This variable is highly correlated with cb and should be ignored for analysis

Correlation0.9287949074

cf
Highly correlated

This variable is highly correlated with cam and should be ignored for analysis

Correlation0.9862773808

club
Numeric

Distinct count647
Unique (%)6.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean322.6392108
Minimum2
Maximum648
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile33
Q1159
Median322
Q3484
95-th percentile614
Maximum648
Range646
Interquartile range325

Descriptive statistics

Standard deviation187.0009404
Coef of variation0.5795976873
Kurtosis-1.202839035
Mean322.6392108
MAD162.0112997
Skewness0.01000343764
Sum3368676
Variance34969.35172
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 2. 648.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
625 25 0.2%
 
245 25 0.2%
 
485 24 0.2%
 
163 24 0.2%
 
10 24 0.2%
 
158 24 0.2%
 
19 24 0.2%
 
33 23 0.2%
 
288 23 0.2%
 
582 23 0.2%
 
Other values (637) 10202 97.7%
 

Minimum 5 values

ValueCountFrequency (%) 
2 16 0.2%
 
3 16 0.2%
 
4 18 0.2%
 
5 13 0.1%
 
6 16 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
648 19 0.2%
 
647 12 0.1%
 
646 14 0.1%
 
645 20 0.2%
 
644 8 0.1%
 

cm
Highly correlated

This variable is highly correlated with cam and should be ignored for analysis

Correlation0.9009847667

crossing
Numeric

Distinct count86
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean50.1496983
Minimum5
Maximum90
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5
5-th percentile13
Q139
Median55
Q364
95-th percentile74
Maximum90
Range85
Interquartile range25

Descriptive statistics

Standard deviation18.23769995
Coef of variation0.3636651977
Kurtosis-0.5118028155
Mean50.1496983
MAD15.02106483
Skewness-0.6196120883
Sum523613
Variance332.6136994
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 5. 7.5 9.5 10.5 14.5 ... 74.5 76.5 78.5 83.5 90. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
62 320 3.1%
 
60 309 3.0%
 
64 307 2.9%
 
59 282 2.7%
 
58 275 2.6%
 
65 274 2.6%
 
63 270 2.6%
 
66 266 2.5%
 
57 255 2.4%
 
68 255 2.4%
 
Other values (76) 7628 73.1%
 

Minimum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
6 2 < 0.1%
 
7 3 < 0.1%
 
8 10 0.1%
 
9 21 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
90 3 < 0.1%
 
89 1 < 0.1%
 
88 5 < 0.1%
 
87 1 < 0.1%
 
86 5 < 0.1%
 

curve
Numeric

Distinct count86
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean47.72837851
Minimum6
Maximum92
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6
5-th percentile14
Q135
Median49
Q362
95-th percentile75
Maximum92
Range86
Interquartile range27

Descriptive statistics

Standard deviation18.30400392
Coef of variation0.3835035778
Kurtosis-0.726501617
Mean47.72837851
MAD15.17920787
Skewness-0.2647086304
Sum498332
Variance335.0365595
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 6. 8.5 9.5 10.5 14.5 ... 74.5 77.5 82.5 86.5 92. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
45 246 2.4%
 
55 236 2.3%
 
58 223 2.1%
 
42 218 2.1%
 
49 215 2.1%
 
59 213 2.0%
 
64 211 2.0%
 
48 207 2.0%
 
52 203 1.9%
 
53 202 1.9%
 
Other values (76) 8267 79.2%
 

Minimum 5 values

ValueCountFrequency (%) 
6 3 < 0.1%
 
7 1 < 0.1%
 
8 4 < 0.1%
 
9 18 0.2%
 
10 68 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
92 2 < 0.1%
 
90 2 < 0.1%
 
89 1 < 0.1%
 
88 4 < 0.1%
 
87 4 < 0.1%
 

def
Highly correlated

This variable is highly correlated with cb and should be ignored for analysis

Correlation0.9774510258

dri
Highly correlated

This variable is highly correlated with cf and should be ignored for analysis

Correlation0.9389363787

dribbling
Highly correlated

This variable is highly correlated with cf and should be ignored for analysis

Correlation0.908920841

finishing
Numeric

Distinct count86
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean45.65185327
Minimum2
Maximum88
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile12
Q130
Median49
Q362
95-th percentile73
Maximum88
Range86
Interquartile range32

Descriptive statistics

Standard deviation19.29742376
Coef of variation0.4227084418
Kurtosis-0.9945465393
Mean45.65185327
MAD16.59177092
Skewness-0.298988585
Sum476651
Variance372.3905639
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 2. 4.5 7.5 10.5 28.5 ... 75.5 77.5 80.5 83.5 88. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
65 255 2.4%
 
58 252 2.4%
 
55 244 2.3%
 
60 243 2.3%
 
64 236 2.3%
 
59 235 2.3%
 
63 234 2.2%
 
62 225 2.2%
 
61 221 2.1%
 
66 216 2.1%
 
Other values (76) 8080 77.4%
 

Minimum 5 values

ValueCountFrequency (%) 
2 2 < 0.1%
 
4 1 < 0.1%
 
5 40 0.4%
 
6 36 0.3%
 
7 50 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
88 1 < 0.1%
 
87 7 0.1%
 
86 4 < 0.1%
 
85 4 < 0.1%
 
84 3 < 0.1%
 

free_kick_accuracy
Numeric

Distinct count85
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean43.52418351
Minimum7
Maximum93
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7
5-th percentile13
Q131
Median42
Q357
95-th percentile72
Maximum93
Range86
Interquartile range26

Descriptive statistics

Standard deviation17.44460895
Coef of variation0.4008026699
Kurtosis-0.7405458172
Mean43.52418351
MAD14.42815574
Skewness0.04583816397
Sum454436
Variance304.3143816
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 7. 9.5 10.5 14.5 15.5 ... 70.5 76.5 80.5 84.5 93. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
42 281 2.7%
 
40 254 2.4%
 
31 250 2.4%
 
39 244 2.3%
 
32 237 2.3%
 
41 234 2.2%
 
35 227 2.2%
 
38 227 2.2%
 
33 224 2.1%
 
34 221 2.1%
 
Other values (75) 8042 77.0%
 

Minimum 5 values

ValueCountFrequency (%) 
7 4 < 0.1%
 
8 5 < 0.1%
 
9 12 0.1%
 
10 68 0.7%
 
11 137 1.3%
 

Maximum 5 values

ValueCountFrequency (%) 
93 2 < 0.1%
 
91 1 < 0.1%
 
90 1 < 0.1%
 
89 2 < 0.1%
 
87 3 < 0.1%
 

gk
Highly correlated

This variable is highly correlated with dri and should be ignored for analysis

Correlation0.9297790821

gk_diving
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation0.9239505615

gk_handling
Highly correlated

This variable is highly correlated with gk_diving and should be ignored for analysis

Correlation0.9687924343

gk_kicking
Highly correlated

This variable is highly correlated with gk_handling and should be ignored for analysis

Correlation0.9635615636

gk_positioning
Highly correlated

This variable is highly correlated with gk_kicking and should be ignored for analysis

Correlation0.9626664497

gk_reflexes
Highly correlated

This variable is highly correlated with gk_positioning and should be ignored for analysis

Correlation0.9687002122

heading_accuracy
Numeric

Distinct count90
Unique (%)0.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean52.66286754
Minimum4
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile14
Q145
Median56
Q365
95-th percentile75
Maximum94
Range90
Interquartile range20

Descriptive statistics

Standard deviation17.16600627
Coef of variation0.3259603412
Kurtosis0.3561864792
Mean52.66286754
MAD13.18244687
Skewness-0.902190068
Sum549853
Variance294.6717714
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 4. 7.5 9.5 10.5 14.5 ... 76.5 78.5 80.5 84.5 94. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
58 357 3.4%
 
60 344 3.3%
 
55 343 3.3%
 
59 330 3.2%
 
62 301 2.9%
 
65 299 2.9%
 
56 289 2.8%
 
52 289 2.8%
 
68 284 2.7%
 
54 282 2.7%
 
Other values (80) 7323 70.1%
 

Minimum 5 values

ValueCountFrequency (%) 
4 1 < 0.1%
 
5 2 < 0.1%
 
7 3 < 0.1%
 
8 11 0.1%
 
9 11 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
93 2 < 0.1%
 
92 1 < 0.1%
 
91 3 < 0.1%
 
90 7 0.1%
 

height_cm
Numeric

Distinct count49
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean181.2562015
Minimum155
Maximum205
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum155
5-th percentile170
Q1177
Median181
Q3186
95-th percentile192
Maximum205
Range50
Interquartile range9

Descriptive statistics

Standard deviation6.661820516
Coef of variation0.03675361428
Kurtosis-0.2288661367
Mean181.2562015
MAD5.407832011
Skewness-0.06493218299
Sum1892496
Variance44.37985258
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=49)
Histogram
Histogram with variable size bins (bins=[155. 162.5 164.5 166.5 167.5 ... 191.5 193.5 196.5 198.5 205. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
180 877 8.4%
 
178 705 6.8%
 
185 693 6.6%
 
183 676 6.5%
 
175 605 5.8%
 
182 514 4.9%
 
188 510 4.9%
 
184 491 4.7%
 
186 443 4.2%
 
187 416 4.0%
 
Other values (39) 4511 43.2%
 

Minimum 5 values

ValueCountFrequency (%) 
155 2 < 0.1%
 
156 1 < 0.1%
 
158 2 < 0.1%
 
159 2 < 0.1%
 
160 5 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
205 1 < 0.1%
 
203 3 < 0.1%
 
202 1 < 0.1%
 
201 6 0.1%
 
200 1 < 0.1%
 

id
Numeric

Distinct count10441
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5220
Minimum0
Maximum10440
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile522
Q12610
Median5220
Q37830
95-th percentile9918
Maximum10440
Range10440
Interquartile range5220

Descriptive statistics

Standard deviation3014.201414
Coef of variation0.5774332212
Kurtosis-1.2
Mean5220
MAD2610.249976
Skewness0
Sum54502020
Variance9085410.167
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 10440.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
7473 1 < 0.1%
 
9550 1 < 0.1%
 
3403 1 < 0.1%
 
1354 1 < 0.1%
 
7497 1 < 0.1%
 
5448 1 < 0.1%
 
9542 1 < 0.1%
 
3395 1 < 0.1%
 
1346 1 < 0.1%
 
Other values (10431) 10431 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
10440 1 < 0.1%
 
10439 1 < 0.1%
 
10438 1 < 0.1%
 
10437 1 < 0.1%
 
10436 1 < 0.1%
 

interceptions
Highly correlated

This variable is highly correlated with cb and should be ignored for analysis

Correlation0.9410440952

international_reputation
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
9426
2
 
835
3
 
158
ValueCountFrequency (%) 
1 9426 90.3%
 
2 835 8.0%
 
3 158 1.5%
 
4 22 0.2%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

jumping
Numeric

Distinct count71
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean65.04846279
Minimum13
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum13
5-th percentile43
Q158
Median66
Q373
95-th percentile83
Maximum94
Range81
Interquartile range15

Descriptive statistics

Standard deviation11.89026888
Coef of variation0.182790928
Kurtosis0.241710027
Mean65.04846279
MAD9.395546597
Skewness-0.4412106474
Sum679171
Variance141.378494
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[13. 26.5 29.5 32.5 34.5 ... 82.5 84.5 85.5 92.5 94. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
72 427 4.1%
 
70 401 3.8%
 
71 373 3.6%
 
62 358 3.4%
 
73 357 3.4%
 
64 355 3.4%
 
68 342 3.3%
 
66 335 3.2%
 
63 332 3.2%
 
74 327 3.1%
 
Other values (61) 6834 65.5%
 

Minimum 5 values

ValueCountFrequency (%) 
13 1 < 0.1%
 
16 1 < 0.1%
 
26 2 < 0.1%
 
27 2 < 0.1%
 
28 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 4 < 0.1%
 
93 7 0.1%
 
92 25 0.2%
 
91 46 0.4%
 
90 55 0.5%
 

lb
Highly correlated

This variable is highly correlated with def and should be ignored for analysis

Correlation0.9052169427

league
Numeric

Distinct count41
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean22.48922517
Minimum2
Maximum42
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile4
Q112
Median23
Q332
95-th percentile40
Maximum42
Range40
Interquartile range20

Descriptive statistics

Standard deviation11.64824094
Coef of variation0.5179476329
Kurtosis-1.256735172
Mean22.48922517
MAD10.11615202
Skewness-0.045219033
Sum234810
Variance135.681517
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=41)
Histogram
Histogram with variable size bins (bins=[ 2. 2.5 3.5 5.5 6.5 ... 33.5 38.5 39.5 41.5 42. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
29 460 4.4%
 
41 407 3.9%
 
15 393 3.8%
 
25 390 3.7%
 
31 383 3.7%
 
9 377 3.6%
 
40 363 3.5%
 
34 352 3.4%
 
14 349 3.3%
 
10 347 3.3%
 
Other values (31) 6620 63.4%
 

Minimum 5 values

ValueCountFrequency (%) 
2 30 0.3%
 
3 223 2.1%
 
4 300 2.9%
 
5 304 2.9%
 
6 197 1.9%
 

Maximum 5 values

ValueCountFrequency (%) 
42 14 0.1%
 
41 407 3.9%
 
40 363 3.5%
 
39 200 1.9%
 
38 309 3.0%
 

long_passing
Numeric

Distinct count81
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean52.83076334
Minimum9
Maximum92
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum9
5-th percentile23
Q143
Median56
Q364
95-th percentile74
Maximum92
Range83
Interquartile range21

Descriptive statistics

Standard deviation15.31711398
Coef of variation0.2899279324
Kurtosis-0.4138126745
Mean52.83076334
MAD12.49965263
Skewness-0.5849915967
Sum551606
Variance234.6139807
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 9. 11.5 15.5 19.5 21.5 ... 76.5 78.5 83.5 86.5 92. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
58 366 3.5%
 
59 355 3.4%
 
65 353 3.4%
 
62 344 3.3%
 
60 334 3.2%
 
64 318 3.0%
 
63 307 2.9%
 
55 301 2.9%
 
61 297 2.8%
 
57 289 2.8%
 
Other values (71) 7177 68.7%
 

Minimum 5 values

ValueCountFrequency (%) 
9 1 < 0.1%
 
10 3 < 0.1%
 
11 5 < 0.1%
 
12 12 0.1%
 
13 14 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
92 1 < 0.1%
 
90 1 < 0.1%
 
87 2 < 0.1%
 
86 4 < 0.1%
 
85 5 < 0.1%
 

long_shots
Numeric

Distinct count85
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean47.61564984
Minimum4
Maximum88
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile13
Q133
Median52
Q363
95-th percentile74
Maximum88
Range84
Interquartile range30

Descriptive statistics

Standard deviation19.12796844
Coef of variation0.4017160009
Kurtosis-0.8229569537
Mean47.61564984
MAD16.14648538
Skewness-0.4477562497
Sum497155
Variance365.8791765
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 4. 4.5 10.5 38.5 51.5 ... 74.5 77.5 80.5 84.5 88. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
62 278 2.7%
 
58 272 2.6%
 
59 270 2.6%
 
55 262 2.5%
 
65 248 2.4%
 
68 243 2.3%
 
60 241 2.3%
 
64 238 2.3%
 
52 237 2.3%
 
56 227 2.2%
 
Other values (75) 7925 75.9%
 

Minimum 5 values

ValueCountFrequency (%) 
4 2 < 0.1%
 
5 37 0.4%
 
6 60 0.6%
 
7 35 0.3%
 
8 43 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
88 4 < 0.1%
 
87 5 < 0.1%
 
86 5 < 0.1%
 
85 4 < 0.1%
 
84 9 0.1%
 

lw
Highly correlated

This variable is highly correlated with dribbling and should be ignored for analysis

Correlation0.9334524142

marking
Highly correlated

This variable is highly correlated with interceptions and should be ignored for analysis

Correlation0.9262551512

nationality
Numeric

Distinct count148
Unique (%)1.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean92.33425917
Minimum1
Maximum164
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q154
Median96
Q3138
95-th percentile163
Maximum164
Range163
Interquartile range84

Descriptive statistics

Standard deviation49.18355977
Coef of variation0.5326685914
Kurtosis-0.9867605729
Mean92.33425917
MAD41.58085389
Skewness-0.2651066615
Sum964062
Variance2419.022551
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 3.5 4.5 5.5 ... 155.5 161.5 162.5 163.5 164. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
111 926 8.9%
 
163 653 6.3%
 
1 622 6.0%
 
90 603 5.8%
 
155 573 5.5%
 
54 489 4.7%
 
146 452 4.3%
 
96 336 3.2%
 
75 263 2.5%
 
51 262 2.5%
 
Other values (138) 5262 50.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 622 6.0%
 
2 35 0.3%
 
3 28 0.3%
 
4 7 0.1%
 
5 165 1.6%
 

Maximum 5 values

ValueCountFrequency (%) 
164 170 1.6%
 
163 653 6.3%
 
162 2 < 0.1%
 
161 16 0.2%
 
160 8 0.1%
 

pac
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation0.9239505615

pas
Highly correlated

This variable is highly correlated with cm and should be ignored for analysis

Correlation0.9558262172

penalties
Numeric

Distinct count82
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean49.25735083
Minimum8
Maximum90
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum8
5-th percentile19
Q140
Median51
Q361
95-th percentile72
Maximum90
Range82
Interquartile range21

Descriptive statistics

Standard deviation15.59402178
Coef of variation0.3165826321
Kurtosis-0.3512604784
Mean49.25735083
MAD12.64831741
Skewness-0.4091945737
Sum514296
Variance243.1735152
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 8. 9.5 10.5 20.5 25.5 ... 75.5 77.5 80.5 84.5 90. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
55 300 2.9%
 
59 292 2.8%
 
58 280 2.7%
 
60 280 2.7%
 
49 268 2.6%
 
61 255 2.4%
 
50 255 2.4%
 
45 251 2.4%
 
48 248 2.4%
 
52 242 2.3%
 
Other values (72) 7770 74.4%
 

Minimum 5 values

ValueCountFrequency (%) 
8 1 < 0.1%
 
9 4 < 0.1%
 
10 18 0.2%
 
11 44 0.4%
 
12 52 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
90 1 < 0.1%
 
88 4 < 0.1%
 
87 3 < 0.1%
 
86 2 < 0.1%
 
85 4 < 0.1%
 

phy
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation0.9228801567

positioning
Numeric

Distinct count89
Unique (%)0.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean50.03438368
Minimum2
Maximum90
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile12
Q139
Median55
Q364
95-th percentile75
Maximum90
Range88
Interquartile range25

Descriptive statistics

Standard deviation19.22900571
Coef of variation0.3843158303
Kurtosis-0.4203665818
Mean50.03438368
MAD15.67158598
Skewness-0.7120553305
Sum522409
Variance369.7546606
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 2. 3.5 10.5 15.5 22.5 ... 77.5 80.5 83.5 87.5 90. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
59 323 3.1%
 
60 314 3.0%
 
65 297 2.8%
 
58 293 2.8%
 
62 292 2.8%
 
64 284 2.7%
 
56 276 2.6%
 
55 267 2.6%
 
66 265 2.5%
 
63 262 2.5%
 
Other values (79) 7568 72.5%
 

Minimum 5 values

ValueCountFrequency (%) 
2 4 < 0.1%
 
3 4 < 0.1%
 
4 38 0.4%
 
5 47 0.5%
 
6 47 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
90 1 < 0.1%
 
89 2 < 0.1%
 
88 1 < 0.1%
 
87 5 < 0.1%
 
86 9 0.1%
 

potential
Numeric

Distinct count40
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean71.38080644
Minimum53
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum53
5-th percentile62
Q167
Median71
Q375
95-th percentile82
Maximum94
Range41
Interquartile range8

Descriptive statistics

Standard deviation5.802512285
Coef of variation0.0812895311
Kurtosis-0.07020317467
Mean71.38080644
MAD4.637177642
Skewness0.2728172825
Sum745287
Variance33.66914881
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=40)
Histogram
Histogram with variable size bins (bins=[53. 56.5 59.5 60.5 61.5 ... 83.5 86.5 88.5 91. 94. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
72 734 7.0%
 
71 720 6.9%
 
70 705 6.8%
 
69 685 6.6%
 
73 660 6.3%
 
68 630 6.0%
 
67 616 5.9%
 
74 611 5.9%
 
66 564 5.4%
 
75 539 5.2%
 
Other values (30) 3977 38.1%
 

Minimum 5 values

ValueCountFrequency (%) 
53 1 < 0.1%
 
54 2 < 0.1%
 
55 5 < 0.1%
 
56 6 0.1%
 
57 26 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
92 1 < 0.1%
 
90 5 < 0.1%
 
89 9 0.1%
 
88 23 0.2%
 

preferred_foot
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
7917
2
2524
ValueCountFrequency (%) 
1 7917 75.8%
 
2 2524 24.2%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

rb
Highly correlated

This variable is highly correlated with lb and should be ignored for analysis

Correlation1

reactions
Numeric

Distinct count59
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean62.11732593
Minimum30
Maximum89
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum30
5-th percentile47
Q156
Median62
Q368
95-th percentile76
Maximum89
Range59
Interquartile range12

Descriptive statistics

Standard deviation8.8850755
Coef of variation0.1430369928
Kurtosis-0.1533996562
Mean62.11732593
MAD7.156599553
Skewness-0.1417367918
Sum648567
Variance78.94456664
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[30. 33.5 39.5 44.5 46.5 ... 77.5 78.5 82.5 85.5 89. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
64 505 4.8%
 
62 476 4.6%
 
65 476 4.6%
 
68 451 4.3%
 
60 450 4.3%
 
63 441 4.2%
 
66 436 4.2%
 
67 428 4.1%
 
59 396 3.8%
 
55 388 3.7%
 
Other values (49) 5994 57.4%
 

Minimum 5 values

ValueCountFrequency (%) 
30 3 < 0.1%
 
32 3 < 0.1%
 
33 3 < 0.1%
 
34 6 0.1%
 
35 8 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
89 1 < 0.1%
 
88 1 < 0.1%
 
87 2 < 0.1%
 
86 5 < 0.1%
 
85 15 0.1%
 

rw
Highly correlated

This variable is highly correlated with lw and should be ignored for analysis

Correlation1

sho
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation0.9055390158

short_passing
Highly correlated

This variable is highly correlated with cm and should be ignored for analysis

Correlation0.9160526795

shot_power
Numeric

Distinct count85
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean56.01427066
Minimum3
Maximum92
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile21
Q147
Median60
Q369
95-th percentile78
Maximum92
Range89
Interquartile range22

Descriptive statistics

Standard deviation17.12697921
Coef of variation0.3057609965
Kurtosis-0.2494961459
Mean56.01427066
MAD13.76322015
Skewness-0.7231970374
Sum584845
Variance293.333417
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 3. 11.5 13.5 16.5 19.5 ... 77.5 80.5 85.5 87.5 92. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
70 324 3.1%
 
65 320 3.1%
 
68 318 3.0%
 
66 315 3.0%
 
62 306 2.9%
 
64 288 2.8%
 
63 283 2.7%
 
60 282 2.7%
 
58 278 2.7%
 
59 272 2.6%
 
Other values (75) 7455 71.4%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
9 1 < 0.1%
 
10 4 < 0.1%
 
11 2 < 0.1%
 
12 18 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
92 1 < 0.1%
 
91 1 < 0.1%
 
90 1 < 0.1%
 
89 2 < 0.1%
 
88 5 < 0.1%
 

skill_moves
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.328321042
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.7412655811
Coef of variation0.3183691457
Kurtosis-0.07832162823
Mean2.328321042
MAD0.6223395954
Skewness0.2413810463
Sum24310
Variance0.5494746617
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
2 5340 51.1%
 
3 3408 32.6%
 
1 1126 10.8%
 
4 555 5.3%
 
5 12 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1126 10.8%
 
2 5340 51.1%
 
3 3408 32.6%
 
4 555 5.3%
 
5 12 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 12 0.1%
 
4 555 5.3%
 
3 3408 32.6%
 
2 5340 51.1%
 
1 1126 10.8%
 

sliding_tackle
Highly correlated

This variable is highly correlated with marking and should be ignored for analysis

Correlation0.9596663866

sprint_speed
Highly correlated

This variable is highly correlated with acceleration and should be ignored for analysis

Correlation0.9123358357

st
Highly correlated

This variable is highly correlated with sho and should be ignored for analysis

Correlation0.9430216235

stamina
Numeric

Distinct count84
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean63.62541902
Minimum12
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile30
Q157
Median67
Q374
95-th percentile84
Maximum95
Range83
Interquartile range17

Descriptive statistics

Standard deviation15.6829031
Coef of variation0.2464880128
Kurtosis0.5331837485
Mean63.62541902
MAD11.98647358
Skewness-0.9284658502
Sum664313
Variance245.9534496
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[12. 15.5 17.5 24.5 29.5 ... 82.5 86.5 91.5 93.5 95. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
67 382 3.7%
 
72 373 3.6%
 
68 372 3.6%
 
70 348 3.3%
 
73 343 3.3%
 
75 328 3.1%
 
66 327 3.1%
 
74 325 3.1%
 
65 324 3.1%
 
64 317 3.0%
 
Other values (74) 7002 67.1%
 

Minimum 5 values

ValueCountFrequency (%) 
12 1 < 0.1%
 
13 2 < 0.1%
 
14 4 < 0.1%
 
15 3 < 0.1%
 
16 9 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 3 < 0.1%
 
93 16 0.2%
 
92 30 0.3%
 
91 49 0.5%
 

standing_tackle
Highly correlated

This variable is highly correlated with sliding_tackle and should be ignored for analysis

Correlation0.9710228304

strength
Numeric

Distinct count77
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean65.4535964
Minimum12
Maximum98
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile42
Q158
Median67
Q374
95-th percentile84
Maximum98
Range86
Interquartile range16

Descriptive statistics

Standard deviation12.55333361
Coef of variation0.1917898221
Kurtosis0.09386482254
Mean65.4535964
MAD9.974711837
Skewness-0.4766608926
Sum683401
Variance157.5861846
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[12. 26.5 30.5 39.5 47.5 ... 83.5 86.5 91.5 94.5 98. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
68 373 3.6%
 
72 372 3.6%
 
74 350 3.4%
 
70 346 3.3%
 
71 343 3.3%
 
69 323 3.1%
 
64 322 3.1%
 
75 319 3.1%
 
62 312 3.0%
 
63 310 3.0%
 
Other values (67) 7071 67.7%
 

Minimum 5 values

ValueCountFrequency (%) 
12 1 < 0.1%
 
20 1 < 0.1%
 
22 1 < 0.1%
 
23 1 < 0.1%
 
24 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
98 1 < 0.1%
 
96 1 < 0.1%
 
95 2 < 0.1%
 
94 8 0.1%
 
93 15 0.1%
 

vision
Numeric

Distinct count83
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean53.2683651
Minimum10
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile28
Q144
Median55
Q364
95-th percentile74
Maximum94
Range84
Interquartile range20

Descriptive statistics

Standard deviation14.27909425
Coef of variation0.2680595552
Kurtosis-0.382915949
Mean53.2683651
MAD11.64992315
Skewness-0.3872857429
Sum556175
Variance203.8925327
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[10. 17.5 23.5 27.5 29.5 ... 76.5 78.5 83.5 88.5 94. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
58 320 3.1%
 
62 315 3.0%
 
65 308 2.9%
 
55 299 2.9%
 
60 295 2.8%
 
59 285 2.7%
 
64 285 2.7%
 
52 279 2.7%
 
63 278 2.7%
 
54 274 2.6%
 
Other values (73) 7503 71.9%
 

Minimum 5 values

ValueCountFrequency (%) 
10 3 < 0.1%
 
11 10 0.1%
 
12 8 0.1%
 
13 16 0.2%
 
14 15 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
92 1 < 0.1%
 
91 1 < 0.1%
 
89 1 < 0.1%
 
88 5 < 0.1%
 

volleys
Numeric

Distinct count85
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean43.52456661
Minimum4
Maximum89
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile13
Q131
Median45
Q357
95-th percentile70
Maximum89
Range85
Interquartile range26

Descriptive statistics

Standard deviation17.53875279
Coef of variation0.4029621466
Kurtosis-0.7406451469
Mean43.52456661
MAD14.60436969
Skewness-0.1830723934
Sum454440
Variance307.6078495
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 4. 5.5 10.5 11.5 14.5 ... 70.5 74.5 77.5 82.5 89. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
55 256 2.5%
 
48 239 2.3%
 
49 229 2.2%
 
59 227 2.2%
 
42 219 2.1%
 
47 215 2.1%
 
45 209 2.0%
 
54 208 2.0%
 
32 206 2.0%
 
44 205 2.0%
 
Other values (75) 8228 78.8%
 

Minimum 5 values

ValueCountFrequency (%) 
4 5 < 0.1%
 
5 33 0.3%
 
6 57 0.5%
 
7 46 0.4%
 
8 59 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
89 1 < 0.1%
 
88 1 < 0.1%
 
86 3 < 0.1%
 
85 4 < 0.1%
 
84 4 < 0.1%
 

weak_foot
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.952494972
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q13
Median3
Q33
95-th percentile4
Maximum5
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.6546647753
Coef of variation0.2217327317
Kurtosis0.6105202632
Mean2.952494972
MAD0.4197766166
Skewness0.1511916055
Sum30827
Variance0.428585968
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
3 6543 62.7%
 
2 2147 20.6%
 
4 1551 14.9%
 
5 125 1.2%
 
1 75 0.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 75 0.7%
 
2 2147 20.6%
 
3 6543 62.7%
 
4 1551 14.9%
 
5 125 1.2%
 

Maximum 5 values

ValueCountFrequency (%) 
5 125 1.2%
 
4 1551 14.9%
 
3 6543 62.7%
 
2 2147 20.6%
 
1 75 0.7%
 

weight_kg
Numeric

Distinct count56
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean75.37735849
Minimum50
Maximum110
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum50
5-th percentile64
Q170
Median75
Q380
95-th percentile87
Maximum110
Range60
Interquartile range10

Descriptive statistics

Standard deviation6.98624269
Coef of variation0.09268357011
Kurtosis0.09122993059
Mean75.37735849
MAD5.562530156
Skewness0.1909448525
Sum787015
Variance48.80758693
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 50. 55.5 59.5 60.5 61.5 ... 88.5 90.5 93.5 97.5 110. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
75 822 7.9%
 
70 805 7.7%
 
80 601 5.8%
 
72 587 5.6%
 
78 576 5.5%
 
73 552 5.3%
 
76 524 5.0%
 
77 488 4.7%
 
74 470 4.5%
 
79 439 4.2%
 
Other values (46) 4577 43.8%
 

Minimum 5 values

ValueCountFrequency (%) 
50 1 < 0.1%
 
51 1 < 0.1%
 
52 2 < 0.1%
 
53 3 < 0.1%
 
54 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
110 1 < 0.1%
 
107 1 < 0.1%
 
106 1 < 0.1%
 
102 2 < 0.1%
 
101 2 < 0.1%
 

work_rate_att
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Medium
7155
High
2762
Low
 
524
ValueCountFrequency (%) 
Medium 7155 68.5%
 
High 2762 26.5%
 
Low 524 5.0%
 
Max length6
Mean length5.320371612
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

work_rate_def
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Medium
7841
High
1692
Low
 
908
ValueCountFrequency (%) 
Medium 7841 75.1%
 
High 1692 16.2%
 
Low 908 8.7%
 
Max length6
Mean length5.414998563
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

y
Numeric

Distinct count169
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean229.2887654
Minimum6
Maximum4850
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6
5-th percentile11
Q135
Median72.5
Q3220
95-th percentile1000
Maximum4850
Range4844
Interquartile range185

Descriptive statistics

Standard deviation434.1095641
Coef of variation1.893287546
Kurtosis28.5929709
Mean229.2887654
MAD249.1574467
Skewness4.538197087
Sum2394004
Variance188451.1136
Memory size81.7 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 6. 6.5 8.5 16.5 43.75 ... 1125. 1475. 1875. 3075. 4850. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
110 255 2.4%
 
37.5 226 2.2%
 
120 218 2.1%
 
42.5 210 2.0%
 
35 208 2.0%
 
100 199 1.9%
 
40 191 1.8%
 
50 189 1.8%
 
52.5 189 1.8%
 
45 180 1.7%
 
Other values (159) 8376 80.2%
 

Minimum 5 values

ValueCountFrequency (%) 
6 95 0.9%
 
7 74 0.7%
 
8 81 0.8%
 
9 110 1.1%
 
10 123 1.2%
 

Maximum 5 values

ValueCountFrequency (%) 
4850 2 < 0.1%
 
4800 2 < 0.1%
 
4750 1 < 0.1%
 
4600 1 < 0.1%
 
4500 2 < 0.1%
 

Correlations

Missing values

Sample

First rows

accelerationageaggressionagilitybalanceball_controlbirth_datecamcbcdmcfclubcmcrossingcurvedefdridribblingfinishingfree_kick_accuracygkgk_divinggk_handlinggk_kickinggk_positioninggk_reflexesheading_accuracyheight_cmidinterceptionsinternational_reputationjumpinglbleaguelong_passinglong_shotslwmarkingnationalitypacpaspenaltiesphypositioningpotentialpreferred_footrbreactionsrwshoshort_passingshot_powerskill_movessliding_tacklesprint_speedststaminastanding_tacklestrengthvisionvolleysweak_footweight_kgwork_rate_attwork_rate_defy
06421.26545771681996-10-0464.0053.0057.0064.0029363.0060584767696354nan514613105617702815256.0025695264.004378656359596173156.006564.006070643526563.006560595550372MediumMedium70.00
15733.30495966641984-09-2159.0061.0064.0057.0025861.0069326363625132nan915613144017816615764.0024572860.006251566036575662164.006960.003968222645552.006270585523370MediumHigh24.00
26518.58325872541999-06-0853.0031.0034.0055.0011245.0029351955546429nan89118105617721816136.003305254.001852683968485568236.005654.005744462147156.005911484940369MediumMedium17.00
37629.46697064811988-07-2577.0077.0078.0077.0060479.0064667777777272nan161611688018137838878.009767676.007754767471767581178.008176.007481793737677.009278697575381HighHigh1,750.00
44937.44696575751980-08-0468.0066.0070.0065.008071.0074716571705870nan15101616165317946925164.0037756566.006496407471675972264.007266.006274673673362.005568747560275MediumMedium97.50
56836.44507267631981-08-0260.0064.0065.0057.0021363.0066656565642941nan1581111146417256317566.0035656459.006643676465653367166.006659.004766672656654.007664646448467MediumMedium16.00
68626.39758369641991-08-1962.0045.0047.0063.0045856.0037583065626731nan1310138115918461918647.0012516263.0016101875366675467147.005163.006463642348763.006639635560370MediumMedium57.50
77421.87566774631996-02-2359.0058.0059.0058.0054358.0041395662614435nan8101512104817475815658.0029595258.0057155735443615372158.005358.004762512587355.005557675736373MediumMedium32.50
86826.70647267761991-04-2769.0047.0051.0071.0014864.0051663174747354nan71679146618283317149.009597669.00131695970687276149.007169.007564803256972.006339726071378HighHigh500.00
96223.69546063541994-04-2946.0063.0057.0046.0018849.0036316252473025nan14812586118696218058.005442846.0063163654338692971158.005646.003455502616847.006262773827478MediumMedium55.00

Last rows

accelerationageaggressionagilitybalanceball_controlbirth_datecamcbcdmcfclubcmcrossingcurvedefdridribblingfinishingfree_kick_accuracygkgk_divinggk_handlinggk_kickinggk_positioninggk_reflexesheading_accuracyheight_cmidinterceptionsinternational_reputationjumpinglbleaguelong_passinglong_shotslwmarkingnationalitypacpaspenaltiesphypositioningpotentialpreferred_footrbreactionsrwshoshort_passingshot_powerskill_movessliding_tacklesprint_speedststaminastanding_tacklestrengthvisionvolleysweak_footweight_kgwork_rate_attwork_rate_defy
104317122.06467868691995-12-1564.0043.0049.0063.0045059.0064673768686466nan106147742175104312515250.0041606365.0038111726356515776150.005065.006163584407259.005640516041370HighMedium92.50
104328630.87658580771987-02-2775.0055.0063.0074.0050671.0074765378776678nan651414956158104324523463.0015727075.0054155787574487272163.007475.006876693497169.006657347470456MediumMedium290.00
104336520.94705449641997-01-2755.0067.0066.0052.0044960.0049396556522422nan141411121059189104336116564.005673953.0063163665726742981164.006853.003564592676751.006571815939383MediumMedium150.00
104347620.66306467681997-05-0960.0038.0043.0062.0061254.0050523067695847nan6109111548178104342413445.0010495362.0022111775360446078145.004662.006059723317861.005236475156369MediumMedium67.50
104354925.90584658461992-02-1239.0061.0054.0039.0024843.0022206142371821nan1015129859188104355916654.0021413238.0062163563635672365254.004938.002851452636141.005461772926381MediumMedium32.50
104367519.62606572511998-05-2452.0060.0058.0053.0027752.0056386153493939nan15141571452176104366416662.009404154.00601745144624975162.006354.004357563637452.006561614832279MediumMedium55.00
104376626.45626156571991-07-2754.0060.0060.0052.0010156.0058345955533636nan101016111256178104376016260.008553354.0059147665543694762260.005654.003858442576650.007460705931368MediumMedium25.00
104388125.86527977731992-02-2970.0041.0046.0073.0062662.0057612373727655nan89881177178104382315646.0026587772.001664816056647577146.007372.007765853158176.006114725672372MediumMedium1,000.00
104396628.12716556761989-11-2569.0049.0052.0072.0014764.0053423271717746nan798131378186104393717450.009496269.00151705970757776150.006469.007468772217474.007234796575479MediumMedium800.00
104406028.58915552591989-06-1253.0068.0064.0052.0023456.0062366559613662nan131087764185104406317163.0018622554.006565635851793971263.005254.003764512686552.006365834526288MediumHigh100.00